Credit Card Fraud

Dataset statistics

Number of variables	30
Number of observations	284807
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	5150
Duplicate rows (%)	1.8%
Total size in memory	65.2 MiB
Average record size in memory	240.0 B

Variable types

Numeric	29
Categorical	1

Alerts

Dataset has 5150 (1.8%) duplicate rows	Duplicates
`Amount` is highly overall correlated with `V2`	High correlation
`V10` is highly overall correlated with `class`	High correlation
`V11` is highly overall correlated with `class`	High correlation
`V12` is highly overall correlated with `class`	High correlation
`V14` is highly overall correlated with `class`	High correlation
`V16` is highly overall correlated with `class`	High correlation
`V17` is highly overall correlated with `class`	High correlation
`V18` is highly overall correlated with `class`	High correlation
`V2` is highly overall correlated with `Amount`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`class` is highly overall correlated with `V10` and 6 other fields	High correlation
`class` is highly imbalanced (98.2%)	Imbalance

Reproduction

Analysis started	2024-04-01 07:59:12.666870
Analysis finished	2024-04-01 08:02:30.480015
Duration	3 minutes and 17.81 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

V1
Real number (ℝ)

Distinct	85246
Distinct (%)	29.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95829378

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.909041
Q1	0.942658
median	0.958601
Q3	0.980645
95-th percentile	0.993651
Maximum	1
Range	1
Interquartile range (IQR)	0.037987

Descriptive statistics

Standard deviation	0.033275817
Coefficient of variation (CV)	0.034724025
Kurtosis	32.486686
Mean	0.95829378
Median Absolute Deviation (MAD)	0.020296
Skewness	-3.2806676
Sum	272928.78
Variance	0.00110728
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.993219	94	< 0.1%
0.979456	89	< 0.1%
0.993177	72	< 0.1%
0.98042	65	< 0.1%
0.993718	64	< 0.1%
0.992954	62	< 0.1%
0.980937	49	< 0.1%
0.994108	47	< 0.1%
0.993097	46	< 0.1%
0.975595	45	< 0.1%
Other values (85236)	284174	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.162285	1	< 0.1%
0.245976	1	< 0.1%
0.270756	1	< 0.1%
0.278021	1	< 0.1%
0.320229	1	< 0.1%
0.328787	1	< 0.1%
0.333068	1	< 0.1%
0.338024	1	< 0.1%
0.34831	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999948	1	< 0.1%
0.999857	1	< 0.1%
0.999733	1	< 0.1%
0.999585	1	< 0.1%
0.999449	1	< 0.1%
0.999412	1	< 0.1%
0.999408	1	< 0.1%
0.999386	1	< 0.1%
0.999377	1	< 0.1%

V2
Real number (ℝ)

HIGH CORRELATION

Distinct	60566
Distinct (%)	21.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.76725837

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.7464509
Q1	0.760943
median	0.767949
Q3	0.775739
95-th percentile	0.786342
Maximum	1
Range	1
Interquartile range (IQR)	0.014796

Descriptive statistics

Standard deviation	0.017423746
Coefficient of variation (CV)	0.022709098
Kurtosis	95.773162
Mean	0.76725837
Median Absolute Deviation (MAD)	0.007415
Skewness	-4.6248672
Sum	218520.55
Variance	0.00030358691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.76902	89	< 0.1%
0.763812	84	< 0.1%
0.768205	76	< 0.1%
0.765708	66	< 0.1%
0.760859	64	< 0.1%
0.771406	60	< 0.1%
0.766904	59	< 0.1%
0.771365	53	< 0.1%
0.778197	51	< 0.1%
0.770756	48	< 0.1%
Other values (60556)	284157	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.098878	1	< 0.1%
0.129267	1	< 0.1%
0.23564	1	< 0.1%
0.260145	1	< 0.1%
0.266805	1	< 0.1%
0.286027	1	< 0.1%
0.296248	1	< 0.1%
0.322274	1	< 0.1%
0.334871	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.993769	1	< 0.1%
0.969501	1	< 0.1%
0.966707	1	< 0.1%
0.959122	1	< 0.1%
0.956452	1	< 0.1%
0.951051	1	< 0.1%
0.943609	1	< 0.1%
0.943445	1	< 0.1%
0.941331	4	< 0.1%

V3
Real number (ℝ)

Distinct	91707
Distinct (%)	32.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.83741363

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.796003
Q1	0.821985
median	0.84053
Q3	0.8552135
95-th percentile	0.873156
Maximum	1
Range	1
Interquartile range (IQR)	0.0332285

Descriptive statistics

Standard deviation	0.026274539
Coefficient of variation (CV)	0.031375819
Kurtosis	26.619553
Mean	0.83741363
Median Absolute Deviation (MAD)	0.016213
Skewness	-2.2401555
Sum	238501.26
Variance	0.00069035138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.845875	83	< 0.1%
0.789725	77	< 0.1%
0.80827	64	< 0.1%
0.825596	64	< 0.1%
0.786192	54	< 0.1%
0.759293	48	< 0.1%
0.799887	46	< 0.1%
0.801756	41	< 0.1%
0.808132	40	< 0.1%
0.818526	40	< 0.1%
Other values (91697)	284250	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.25377	1	< 0.1%
0.266171	1	< 0.1%
0.275029	1	< 0.1%
0.286129	1	< 0.1%
0.298431	1	< 0.1%
0.307875	1	< 0.1%
0.314484	4	< 0.1%
0.317319	1	< 0.1%
0.326762	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.910646	1	< 0.1%
0.909982	1	< 0.1%
0.908491	1	< 0.1%
0.9081	1	< 0.1%
0.907939	1	< 0.1%
0.907429	1	< 0.1%
0.907238	1	< 0.1%
0.907032	1	< 0.1%
0.906476	1	< 0.1%

V4
Real number (ℝ)

Distinct	155473
Distinct (%)	54.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.25193019

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.1545976
Q1	0.214311
median	0.25105
Q3	0.2848815
95-th percentile	0.3657011
Maximum	1
Range	1
Interquartile range (IQR)	0.0705705

Descriptive statistics

Standard deviation	0.062764262
Coefficient of variation (CV)	0.24913355
Kurtosis	2.6354552
Mean	0.25193019
Median Absolute Deviation (MAD)	0.035459
Skewness	0.67629214
Sum	71751.482
Variance	0.0039393526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.214591	80	< 0.1%
0.280093	79	< 0.1%
0.272065	62	< 0.1%
0.167501	60	< 0.1%
0.226292	55	< 0.1%
0.23811	49	< 0.1%
0.238327	45	< 0.1%
0.236585	40	< 0.1%
0.310244	40	< 0.1%
0.227235	39	< 0.1%
Other values (155463)	284258	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.00366	1	< 0.1%
0.005455	1	< 0.1%
0.007247	1	< 0.1%
0.01183	1	< 0.1%
0.012478	1	< 0.1%
0.01847	1	< 0.1%
0.018623	1	< 0.1%
0.019136	1	< 0.1%
0.020008	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.992916	1	< 0.1%
0.982972	1	< 0.1%
0.930352	1	< 0.1%
0.834578	1	< 0.1%
0.833934	1	< 0.1%
0.81489	1	< 0.1%
0.813703	1	< 0.1%
0.790752	1	< 0.1%
0.789746	1	< 0.1%

V5
Real number (ℝ)

Distinct	41612
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7657163

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.7542583
Q1	0.7610605
median	0.765351
Q3	0.769836
95-th percentile	0.7798467
Maximum	1
Range	1
Interquartile range (IQR)	0.0087755

Descriptive statistics

Standard deviation	0.0092917761
Coefficient of variation (CV)	0.01213475
Kurtosis	206.90462
Mean	0.7657163
Median Absolute Deviation (MAD)	0.004386
Skewness	-2.4259024
Sum	218081.36
Variance	8.6337104 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.761928	92	< 0.1%
0.782298	79	< 0.1%
0.767725	76	< 0.1%
0.774647	62	< 0.1%
0.783282	55	< 0.1%
0.77715	51	< 0.1%
0.789346	49	< 0.1%
0.760239	47	< 0.1%
0.783498	46	< 0.1%
0.772462	44	< 0.1%
Other values (41602)	284206	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.481978	1	< 0.1%
0.493558	1	< 0.1%
0.528871	1	< 0.1%
0.549673	1	< 0.1%
0.554624	1	< 0.1%
0.565571	1	< 0.1%
0.571731	1	< 0.1%
0.574772	1	< 0.1%
0.578884	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.995272	1	< 0.1%
0.987275	1	< 0.1%
0.977484	1	< 0.1%
0.962035	1	< 0.1%
0.961052	1	< 0.1%
0.959346	1	< 0.1%
0.957689	1	< 0.1%
0.945108	1	< 0.1%
0.938082	1	< 0.1%

V6
Real number (ℝ)

Distinct	54052
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26301976

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.248876
Q1	0.255295
median	0.260263
Q3	0.267027
95-th percentile	0.2947947
Maximum	1
Range	1
Interquartile range (IQR)	0.011732

Descriptive statistics

Standard deviation	0.013394758
Coefficient of variation (CV)	0.050926811
Kurtosis	42.642482
Mean	0.26301976
Median Absolute Deviation (MAD)	0.005627
Skewness	1.826581
Sum	74909.869
Variance	0.00017941953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.252854	88	< 0.1%
0.29493	78	< 0.1%
0.253433	71	< 0.1%
0.297569	62	< 0.1%
0.294616	54	< 0.1%
0.257019	51	< 0.1%
0.287685	49	< 0.1%
0.291252	45	< 0.1%
0.268336	44	< 0.1%
0.296383	41	< 0.1%
Other values (54042)	284224	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.026782	1	< 0.1%
0.042541	1	< 0.1%
0.049383	1	< 0.1%
0.053195	1	< 0.1%
0.05824	1	< 0.1%
0.061389	1	< 0.1%
0.061975	1	< 0.1%
0.082778	1	< 0.1%
0.086321	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.503492	1	< 0.1%
0.489531	1	< 0.1%
0.47969	1	< 0.1%
0.478107	1	< 0.1%
0.477249	1	< 0.1%
0.476068	1	< 0.1%
0.467917	1	< 0.1%
0.444717	1	< 0.1%
0.434139	1	< 0.1%

V7
Real number (ℝ)

Distinct	33079
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26535552

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.256617
Q1	0.26198
median	0.2656
Q3	0.268831
95-th percentile	0.273931
Maximum	1
Range	1
Interquartile range (IQR)	0.006851

Descriptive statistics

Standard deviation	0.0075365111
Coefficient of variation (CV)	0.028401562
Kurtosis	405.60727
Mean	0.26535552
Median Absolute Deviation (MAD)	0.003423
Skewness	2.5539072
Sum	75575.109
Variance	5.6798999 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.265447	118	< 0.1%
0.262723	94	< 0.1%
0.266282	85	< 0.1%
0.258379	73	< 0.1%
0.262816	70	< 0.1%
0.266699	67	< 0.1%
0.264213	64	< 0.1%
0.267376	62	< 0.1%
0.268973	60	< 0.1%
0.26431	60	< 0.1%
Other values (33069)	284054	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.012492	1	< 0.1%
0.03958	1	< 0.1%
0.062858	1	< 0.1%
0.07184	1	< 0.1%
0.075298	4	< 0.1%
0.093466	1	< 0.1%
0.094708	1	< 0.1%
0.103621	1	< 0.1%
0.116589	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.53374	1	< 0.1%
0.490017	1	< 0.1%
0.488797	1	< 0.1%
0.474334	1	< 0.1%
0.457423	1	< 0.1%
0.453588	1	< 0.1%
0.443281	1	< 0.1%
0.439005	1	< 0.1%
0.437394	1	< 0.1%

V8
Real number (ℝ)

Distinct	40297
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.78538548

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.7763523
Q1	0.783148
median	0.785625
Q3	0.788897
95-th percentile	0.7966487
Maximum	1
Range	1
Interquartile range (IQR)	0.005749

Descriptive statistics

Standard deviation	0.012811657
Coefficient of variation (CV)	0.016312571
Kurtosis	220.58701
Mean	0.78538548
Median Absolute Deviation (MAD)	0.002778
Skewness	-8.5219447
Sum	223683.28
Variance	0.00016413855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.783667	101	< 0.1%
0.793191	92	< 0.1%
0.783164	87	< 0.1%
0.7938	68	< 0.1%
0.795674	62	< 0.1%
0.783748	56	< 0.1%
0.792716	56	< 0.1%
0.791214	54	< 0.1%
0.785454	54	< 0.1%
0.78522	53	< 0.1%
Other values (40287)	284124	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.238923	1	< 0.1%
0.241658	1	< 0.1%
0.244536	1	< 0.1%
0.340384	1	< 0.1%
0.345109	1	< 0.1%
0.359652	1	< 0.1%
0.36417	1	< 0.1%
0.367175	1	< 0.1%
0.369703	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.995501	1	< 0.1%
0.991001	1	< 0.1%
0.986502	1	< 0.1%
0.986077	1	< 0.1%
0.982002	1	< 0.1%
0.981496	1	< 0.1%
0.97784	1	< 0.1%
0.977435	1	< 0.1%
0.973896	1	< 0.1%

V9
Real number (ℝ)

Distinct	121259
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4627799

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4022049
Q1	0.440626
median	0.461008
Q3	0.48335
95-th percentile	0.5241251
Maximum	1
Range	1
Interquartile range (IQR)	0.042724

Descriptive statistics

Standard deviation	0.037845939
Coefficient of variation (CV)	0.081779566
Kurtosis	3.7313114
Mean	0.4627799
Median Absolute Deviation (MAD)	0.021367
Skewness	0.55467989
Sum	131802.96
Variance	0.0014323151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.468649	80	< 0.1%
0.483745	78	< 0.1%
0.483013	64	< 0.1%
0.520353	62	< 0.1%
0.460964	54	< 0.1%
0.475178	54	< 0.1%
0.452516	51	< 0.1%
0.45932	51	< 0.1%
0.43826	47	< 0.1%
0.452907	45	< 0.1%
Other values (121249)	284221	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.003924	1	< 0.1%
0.079487	1	< 0.1%
0.089274	1	< 0.1%
0.13616	1	< 0.1%
0.136811	4	< 0.1%
0.142965	1	< 0.1%
0.154092	1	< 0.1%
0.161714	1	< 0.1%
0.165478	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.820797	1	< 0.1%
0.820031	1	< 0.1%
0.819264	1	< 0.1%
0.818497	1	< 0.1%
0.818078	1	< 0.1%
0.782197	1	< 0.1%
0.780896	1	< 0.1%
0.780152	1	< 0.1%
0.777139	1	< 0.1%

V10
Real number (ℝ)

HIGH CORRELATION

Distinct	76098
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50872198

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.481026
Q1	0.497644
median	0.5068
Q3	0.5181135
95-th percentile	0.540761
Maximum	1
Range	1
Interquartile range (IQR)	0.0204695

Descriptive statistics

Standard deviation	0.022527896
Coefficient of variation (CV)	0.044283315
Kurtosis	31.988255
Mean	0.50872198
Median Absolute Deviation (MAD)	0.009933
Skewness	1.1871403
Sum	144887.58
Variance	0.00050750609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.507166	90	< 0.1%
0.5078	84	< 0.1%
0.501231	71	< 0.1%
0.487558	62	< 0.1%
0.501458	58	< 0.1%
0.487647	54	< 0.1%
0.497634	50	< 0.1%
0.49523	47	< 0.1%
0.508746	45	< 0.1%
0.513486	42	< 0.1%
Other values (76088)	284204	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.003829	1	< 0.1%
0.028138	1	< 0.1%
0.049679	4	< 0.1%
0.075291	1	< 0.1%
0.098319	1	< 0.1%
0.117414	1	< 0.1%
0.130698	1	< 0.1%
0.15407	1	< 0.1%
0.162253	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.82593	1	< 0.1%
0.82415	1	< 0.1%
0.82395	1	< 0.1%
0.794482	1	< 0.1%
0.792736	1	< 0.1%
0.791021	1	< 0.1%
0.789277	1	< 0.1%
0.782848	1	< 0.1%
0.781788	1	< 0.1%

V11
Real number (ℝ)

HIGH CORRELATION

Distinct	158558
Distinct (%)	55.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28528561

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.191811
Q1	0.239943
median	0.283338
Q3	0.329266
95-th percentile	0.3812654
Maximum	1
Range	1
Interquartile range (IQR)	0.089323

Descriptive statistics

Standard deviation	0.060697527
Coefficient of variation (CV)	0.21276056
Kurtosis	1.6339218
Mean	0.28528561
Median Absolute Deviation (MAD)	0.044617
Skewness	0.3565059
Sum	81251.34
Variance	0.0036841898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.264071	80	< 0.1%
0.289062	77	< 0.1%
0.283584	71	< 0.1%
0.250225	63	< 0.1%
0.273902	61	< 0.1%
0.304889	57	< 0.1%
0.304888	52	< 0.1%
0.285548	50	< 0.1%
0.333277	49	< 0.1%
0.310143	46	< 0.1%
Other values (158548)	284201	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.006811	1	< 0.1%
0.013623	1	< 0.1%
0.020434	1	< 0.1%
0.027244	1	< 0.1%
0.034055	1	< 0.1%
0.040866	2	< 0.1%
0.044455	2	< 0.1%
0.045358	2	< 0.1%
0.046812	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.979204	1	< 0.1%
0.976262	1	< 0.1%
0.955936	1	< 0.1%
0.952996	1	< 0.1%
0.948478	1	< 0.1%
0.941019	1	< 0.1%
0.930669	1	< 0.1%
0.912368	1	< 0.1%
0.906516	1	< 0.1%

V12
Real number (ℝ)

HIGH CORRELATION

Distinct	112718
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70419266

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.63005
Q1	0.6889065
median	0.709471
Q3	0.727494
95-th percentile	0.7510434
Maximum	1
Range	1
Interquartile range (IQR)	0.0385875

Descriptive statistics

Standard deviation	0.037660085
Coefficient of variation (CV)	0.053479804
Kurtosis	20.241875
Mean	0.70419266
Median Absolute Deviation (MAD)	0.01913
Skewness	-2.2784011
Sum	200559
Variance	0.001418282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.701424	83	< 0.1%
0.717405	79	< 0.1%
0.711109	69	< 0.1%
0.727976	64	< 0.1%
0.697608	63	< 0.1%
0.691734	50	< 0.1%
0.706969	50	< 0.1%
0.69204	46	< 0.1%
0.724485	45	< 0.1%
0.69408	45	< 0.1%
Other values (112708)	284213	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0049	1	< 0.1%
0.00952	1	< 0.1%
0.023975	1	< 0.1%
0.03447	1	< 0.1%
0.039654	1	< 0.1%
0.054841	1	< 0.1%
0.056565	2	< 0.1%
0.057791	1	< 0.1%
0.058511	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.886856	1	< 0.1%
0.876591	1	< 0.1%
0.872778	1	< 0.1%
0.870268	1	< 0.1%
0.870176	1	< 0.1%
0.866942	1	< 0.1%
0.866923	1	< 0.1%
0.866242	1	< 0.1%
0.86601	1	< 0.1%

V13
Real number (ℝ)

Distinct	176859
Distinct (%)	62.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44833089

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.321405
Q1	0.3981295
median	0.447281
Q3	0.499613
95-th percentile	0.5727917
Maximum	1
Range	1
Interquartile range (IQR)	0.1014835

Descriptive statistics

Standard deviation	0.07704098
Coefficient of variation (CV)	0.17183955
Kurtosis	0.19529966
Mean	0.44833089
Median Absolute Deviation (MAD)	0.050725
Skewness	0.065233458
Sum	127687.78
Variance	0.0059353126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.437398	79	< 0.1%
0.408253	79	< 0.1%
0.400251	63	< 0.1%
0.450801	61	< 0.1%
0.427205	56	< 0.1%
0.407195	50	< 0.1%
0.437225	47	< 0.1%
0.438453	41	< 0.1%
0.419064	40	< 0.1%
0.451527	40	< 0.1%
Other values (176849)	284251	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.138035	1	< 0.1%
0.141664	1	< 0.1%
0.147326	1	< 0.1%
0.147907	1	< 0.1%
0.150397	1	< 0.1%
0.150704	1	< 0.1%
0.151428	1	< 0.1%
0.152912	1	< 0.1%
0.15351	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.802003	1	< 0.1%
0.794306	1	< 0.1%
0.793984	1	< 0.1%
0.786598	1	< 0.1%
0.782431	1	< 0.1%
0.778304	1	< 0.1%
0.765649	1	< 0.1%
0.761409	1	< 0.1%
0.754195	1	< 0.1%

V14
Real number (ℝ)

HIGH CORRELATION

Distinct	102758
Distinct (%)	36.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64605313

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5976575
Q1	0.6317435
median	0.647755
Q3	0.662635
95-th percentile	0.6929127
Maximum	1
Range	1
Interquartile range (IQR)	0.0308915

Descriptive statistics

Standard deviation	0.032231353
Coefficient of variation (CV)	0.049889633
Kurtosis	23.879468
Mean	0.64605313
Median Absolute Deviation (MAD)	0.015404
Skewness	-1.9951761
Sum	184000.45
Variance	0.0010388601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.659737	83	< 0.1%
0.669286	78	< 0.1%
0.644997	65	< 0.1%
0.622399	64	< 0.1%
0.625965	57	< 0.1%
0.572705	48	< 0.1%
0.607234	45	< 0.1%
0.66036	42	< 0.1%
0.616858	41	< 0.1%
0.543653	40	< 0.1%
Other values (102748)	284244	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.013188	1	< 0.1%
0.024227	1	< 0.1%
0.027646	1	< 0.1%
0.039149	1	< 0.1%
0.050189	1	< 0.1%
0.053585	1	< 0.1%
0.058451	1	< 0.1%
0.066713	1	< 0.1%
0.096726	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.90679	1	< 0.1%
0.904692	1	< 0.1%
0.903869	1	< 0.1%
0.898848	1	< 0.1%
0.896197	1	< 0.1%
0.895605	1	< 0.1%
0.891277	1	< 0.1%
0.889294	1	< 0.1%
0.887736	1	< 0.1%

V15
Real number (ℝ)

Distinct	168008
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3363273

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.2172243
Q1	0.292753
median	0.339921
Q3	0.384831
95-th percentile	0.4389754
Maximum	1
Range	1
Interquartile range (IQR)	0.092078

Descriptive statistics

Standard deviation	0.068426212
Coefficient of variation (CV)	0.20345126
Kurtosis	0.28476925
Mean	0.3363273
Median Absolute Deviation (MAD)	0.046013
Skewness	-0.30842303
Sum	95788.369
Variance	0.0046821464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.420365	78	< 0.1%
0.431662	77	< 0.1%
0.356658	63	< 0.1%
0.444473	60	< 0.1%
0.379978	56	< 0.1%
0.365387	49	< 0.1%
0.422868	46	< 0.1%
0.446139	41	< 0.1%
0.420693	39	< 0.1%
0.42942	39	< 0.1%
Other values (167998)	284259	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.008047	1	< 0.1%
0.022399	1	< 0.1%
0.022601	1	< 0.1%
0.025897	1	< 0.1%
0.029977	1	< 0.1%
0.030396	1	< 0.1%
0.035403	1	< 0.1%
0.036884	1	< 0.1%
0.042083	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.771835	1	< 0.1%
0.76876	1	< 0.1%
0.763973	1	< 0.1%
0.761388	1	< 0.1%
0.760025	1	< 0.1%
0.747574	1	< 0.1%
0.719545	1	< 0.1%
0.707873	1	< 0.1%
0.699526	1	< 0.1%

V16
Real number (ℝ)

HIGH CORRELATION

Distinct	100036
Distinct (%)	35.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44935188

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4019143
Q1	0.4344675
median	0.451464
Q3	0.4659935
95-th percentile	0.4914967
Maximum	1
Range	1
Interquartile range (IQR)	0.031526

Descriptive statistics

Standard deviation	0.027866235
Coefficient of variation (CV)	0.062014285
Kurtosis	10.419134
Mean	0.44935188
Median Absolute Deviation (MAD)	0.015665
Skewness	-1.1009663
Sum	127978.56
Variance	0.00077652707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.460243	83	< 0.1%
0.437523	80	< 0.1%
0.459487	65	< 0.1%
0.445478	65	< 0.1%
0.455034	58	< 0.1%
0.456732	52	< 0.1%
0.477279	50	< 0.1%
0.448406	45	< 0.1%
0.443899	43	< 0.1%
0.469717	41	< 0.1%
Other values (100026)	284225	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.018018	1	< 0.1%
0.026267	1	< 0.1%
0.027763	1	< 0.1%
0.027932	1	< 0.1%
0.046258	1	< 0.1%
0.04669	2	< 0.1%
0.053468	1	< 0.1%
0.053986	1	< 0.1%
0.054123	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.712984	1	< 0.1%
0.673844	1	< 0.1%
0.654243	1	< 0.1%
0.651351	1	< 0.1%
0.643295	1	< 0.1%
0.640106	1	< 0.1%
0.631267	1	< 0.1%
0.627445	1	< 0.1%
0.626245	1	< 0.1%

V17
Real number (ℝ)

HIGH CORRELATION

Distinct	81136
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.73112975

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.7025673
Q1	0.717074
median	0.729221
Q3	0.742743
95-th percentile	0.7681647
Maximum	1
Range	1
Interquartile range (IQR)	0.025669

Descriptive statistics

Standard deviation	0.024678319
Coefficient of variation (CV)	0.03375368
Kurtosis	94.799733
Mean	0.73112975
Median Absolute Deviation (MAD)	0.012765
Skewness	-3.8449149
Sum	208230.87
Variance	0.00060901945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.720244	85	< 0.1%
0.713639	83	< 0.1%
0.744899	72	< 0.1%
0.712203	67	< 0.1%
0.747092	66	< 0.1%
0.72043	55	< 0.1%
0.704682	51	< 0.1%
0.74673	49	< 0.1%
0.792874	48	< 0.1%
0.740324	47	< 0.1%
Other values (81126)	284184	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.033231	1	< 0.1%
0.039143	1	< 0.1%
0.055822	1	< 0.1%
0.066213	1	< 0.1%
0.072492	1	< 0.1%
0.074207	1	< 0.1%
0.07616	1	< 0.1%
0.094615	1	< 0.1%
0.100319	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.99865	1	< 0.1%
0.979215	1	< 0.1%
0.96048	1	< 0.1%
0.956797	1	< 0.1%
0.955833	1	< 0.1%
0.9523	1	< 0.1%
0.951186	1	< 0.1%
0.947736	1	< 0.1%
0.946539	1	< 0.1%

V18
Real number (ℝ)

HIGH CORRELATION

Distinct	153369
Distinct (%)	53.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65329208

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5598869
Q1	0.618983
median	0.653042
Q3	0.687736
95-th percentile	0.7491934
Maximum	1
Range	1
Interquartile range (IQR)	0.068753

Descriptive statistics

Standard deviation	0.057646965
Coefficient of variation (CV)	0.088240723
Kurtosis	2.57834
Mean	0.65329208
Median Absolute Deviation (MAD)	0.034328
Skewness	-0.25988018
Sum	186062.16
Variance	0.0033231726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.649672	79	< 0.1%
0.6231	78	< 0.1%
0.635562	62	< 0.1%
0.695794	61	< 0.1%
0.618983	59	< 0.1%
0.681184	51	< 0.1%
0.702321	46	< 0.1%
0.646057	42	< 0.1%
0.693723	40	< 0.1%
0.648567	40	< 0.1%
Other values (153359)	284249	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.011249	1	< 0.1%
0.014506	1	< 0.1%
0.016103	1	< 0.1%
0.022572	1	< 0.1%
0.028051	1	< 0.1%
0.031355	1	< 0.1%
0.043969	1	< 0.1%
0.046007	1	< 0.1%
0.05708	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.977395	1	< 0.1%
0.948732	1	< 0.1%
0.945169	1	< 0.1%
0.942126	1	< 0.1%
0.936347	1	< 0.1%
0.934825	1	< 0.1%
0.933859	1	< 0.1%
0.933305	1	< 0.1%
0.932144	1	< 0.1%

V19
Real number (ℝ)

Distinct	159055
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56331484

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.457403
Q1	0.5276815
median	0.563607
Q3	0.599155
95-th percentile	0.663753
Maximum	1
Range	1
Interquartile range (IQR)	0.0714735

Descriptive statistics

Standard deviation	0.063569609
Coefficient of variation (CV)	0.11284916
Kurtosis	1.7249696
Mean	0.56331484
Median Absolute Deviation (MAD)	0.035743
Skewness	0.10919169
Sum	160436.01
Variance	0.0040410951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.537499	78	< 0.1%
0.554249	77	< 0.1%
0.564584	62	< 0.1%
0.635752	61	< 0.1%
0.552374	55	< 0.1%
0.528882	51	< 0.1%
0.563844	46	< 0.1%
0.567169	42	< 0.1%
0.583249	41	< 0.1%
0.399483	40	< 0.1%
Other values (159045)	284254	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.021493	1	< 0.1%
0.178111	1	< 0.1%
0.198152	1	< 0.1%
0.202608	1	< 0.1%
0.205973	1	< 0.1%
0.208792	1	< 0.1%
0.217999	1	< 0.1%
0.220081	1	< 0.1%
0.220304	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.998449	1	< 0.1%
0.992954	1	< 0.1%
0.971604	1	< 0.1%
0.945265	1	< 0.1%
0.942156	1	< 0.1%
0.938242	1	< 0.1%
0.932468	1	< 0.1%
0.931527	1	< 0.1%
0.930599	1	< 0.1%

V20
Real number (ℝ)

Distinct	33110
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58026532

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5743193
Q1	0.578011
median	0.5796
Q3	0.581682
95-th percentile	0.589168
Maximum	1
Range	1
Interquartile range (IQR)	0.003671

Descriptive statistics

Standard deviation	0.0082084361
Coefficient of variation (CV)	0.014146005
Kurtosis	271.0161
Mean	0.58026532
Median Absolute Deviation (MAD)	0.001796
Skewness	-2.0371546
Sum	165263.62
Variance	6.7378423 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.578345	117	< 0.1%
0.578859	111	< 0.1%
0.580327	101	< 0.1%
0.57827	98	< 0.1%
0.57898	92	< 0.1%
0.579339	90	< 0.1%
0.578481	84	< 0.1%
0.578639	80	< 0.1%
0.580836	78	< 0.1%
0.57841	77	< 0.1%
Other values (33100)	283879	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.282032	1	< 0.1%
0.31171	1	< 0.1%
0.328485	1	< 0.1%
0.330899	1	< 0.1%
0.337092	1	< 0.1%
0.346394	1	< 0.1%
0.350984	1	< 0.1%
0.352546	1	< 0.1%
0.356366	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.986119	1	< 0.1%
0.859628	1	< 0.1%
0.837231	1	< 0.1%
0.832069	1	< 0.1%
0.832009	1	< 0.1%
0.790516	1	< 0.1%
0.770699	1	< 0.1%
0.769999	1	< 0.1%
0.764274	1	< 0.1%

V21
Real number (ℝ)

HIGH CORRELATION

Distinct	36461
Distinct (%)	12.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5614795

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.553344
Q1	0.557798
median	0.561005
Q3	0.564484
95-th percentile	0.57015
Maximum	1
Range	1
Interquartile range (IQR)	0.006686

Descriptive statistics

Standard deviation	0.011840817
Coefficient of variation (CV)	0.021088601
Kurtosis	207.28702
Mean	0.5614795
Median Absolute Deviation (MAD)	0.003327
Skewness	3.59299
Sum	159913.29
Variance	0.00014020495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.557247	102	< 0.1%
0.565828	95	< 0.1%
0.560444	85	< 0.1%
0.555657	71	< 0.1%
0.5558	71	< 0.1%
0.558136	71	< 0.1%
0.561598	67	< 0.1%
0.560831	63	< 0.1%
0.560396	63	< 0.1%
0.558387	61	< 0.1%
Other values (36451)	284058	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.192494	1	< 0.1%
0.193973	1	< 0.1%
0.194619	1	< 0.1%
0.1961	1	< 0.1%
0.212955	1	< 0.1%
0.215637	1	< 0.1%
0.234847	1	< 0.1%
0.261109	1	< 0.1%
0.26159	1	< 0.1%

Value	Count	Frequency (%)
1	6	< 0.1%
0.92604	1	< 0.1%
0.925793	1	< 0.1%
0.925623	1	< 0.1%
0.925489	1	< 0.1%
0.925473	1	< 0.1%
0.925247	1	< 0.1%
0.914512	1	< 0.1%
0.884916	1	< 0.1%
0.8731	1	< 0.1%

V22
Real number (ℝ)

HIGH CORRELATION

Distinct	114073
Distinct (%)	40.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51003101

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4595606
Q1	0.48473
median	0.510347
Q3	0.534688
95-th percentile	0.562698
Maximum	1
Range	1
Interquartile range (IQR)	0.049958

Descriptive statistics

Standard deviation	0.033853968
Coefficient of variation (CV)	0.066376295
Kurtosis	2.8329642
Mean	0.51003101
Median Absolute Deviation (MAD)	0.025027
Skewness	-0.21325751
Sum	145260.4
Variance	0.0011460912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.549433	82	< 0.1%
0.471952	80	< 0.1%
0.464115	64	< 0.1%
0.506272	62	< 0.1%
0.463524	55	< 0.1%
0.47773	50	< 0.1%
0.506642	48	< 0.1%
0.514517	44	< 0.1%
0.479703	41	< 0.1%
0.527127	39	< 0.1%
Other values (114063)	284242	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.066883	1	< 0.1%
0.095452	6	< 0.1%
0.109138	1	< 0.1%
0.110903	1	< 0.1%
0.11224	1	< 0.1%
0.114279	1	< 0.1%
0.115624	1	< 0.1%
0.117227	1	< 0.1%
0.125379	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.900117	1	< 0.1%
0.897985	1	< 0.1%
0.895931	1	< 0.1%
0.853247	1	< 0.1%
0.848186	1	< 0.1%
0.846851	1	< 0.1%
0.839263	1	< 0.1%
0.826805	1	< 0.1%
0.794153	1	< 0.1%

V23
Real number (ℝ)

Distinct	32291
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6654336

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.65842
Q1	0.66303
median	0.665267
Q3	0.667626
95-th percentile	0.672681
Maximum	1
Range	1
Interquartile range (IQR)	0.004596

Descriptive statistics

Standard deviation	0.0092737753
Coefficient of variation (CV)	0.01393644
Kurtosis	440.08852
Mean	0.6654336
Median Absolute Deviation (MAD)	0.002294
Skewness	-5.8751399
Sum	189520.15
Variance	8.6002908 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.665741	110	< 0.1%
0.667517	98	< 0.1%
0.66489	94	< 0.1%
0.663672	77	< 0.1%
0.66435	74	< 0.1%
0.670694	73	< 0.1%
0.664059	72	< 0.1%
0.666975	69	< 0.1%
0.66374	66	< 0.1%
0.670832	66	< 0.1%
Other values (32281)	284008	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.120912	1	< 0.1%
0.177895	1	< 0.1%
0.215902	1	< 0.1%
0.256535	1	< 0.1%
0.261261	1	< 0.1%
0.268156	1	< 0.1%
0.272929	1	< 0.1%
0.288864	1	< 0.1%
0.320567	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.993393	1	< 0.1%
0.974381	1	< 0.1%
0.950989	1	< 0.1%
0.947644	1	< 0.1%
0.946809	1	< 0.1%
0.938162	1	< 0.1%
0.929311	1	< 0.1%
0.929062	1	< 0.1%
0.926907	1	< 0.1%

V24
Real number (ℝ)

Distinct	171789
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38223416

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.2281263
Q1	0.334454
median	0.387756
Q3	0.44146
95-th percentile	0.4989754
Maximum	1
Range	1
Interquartile range (IQR)	0.107006

Descriptive statistics

Standard deviation	0.081610659
Coefficient of variation (CV)	0.21350959
Kurtosis	0.61887076
Mean	0.38223416
Median Absolute Deviation (MAD)	0.053515
Skewness	-0.55249928
Sum	108862.97
Variance	0.0066602996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.480091	81	< 0.1%
0.430451	77	< 0.1%
0.465874	63	< 0.1%
0.519428	61	< 0.1%
0.463734	56	< 0.1%
0.45361	50	< 0.1%
0.502361	45	< 0.1%
0.200907	40	< 0.1%
0.505656	39	< 0.1%
0.515923	38	< 0.1%
Other values (171779)	284257	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001587	1	< 0.1%
0.001879	1	< 0.1%
0.001919	1	< 0.1%
0.002928	1	< 0.1%
0.003871	1	< 0.1%
0.006218	1	< 0.1%
0.006335	1	< 0.1%
0.008089	1	< 0.1%
0.008214	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.924313	1	< 0.1%
0.923434	1	< 0.1%
0.923179	1	< 0.1%
0.921002	1	< 0.1%
0.919972	1	< 0.1%
0.918488	1	< 0.1%
0.916138	1	< 0.1%
0.91544	1	< 0.1%
0.914721	1	< 0.1%

V25
Real number (ℝ)

Distinct	102760
Distinct (%)	36.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57790654

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5315953
Q1	0.5601045
median	0.578838
Q3	0.597593
95-th percentile	0.6206064
Maximum	1
Range	1
Interquartile range (IQR)	0.0374885

Descriptive statistics

Standard deviation	0.02926065
Coefficient of variation (CV)	0.050632149
Kurtosis	4.2904095
Mean	0.57790654
Median Absolute Deviation (MAD)	0.018746
Skewness	-0.41579232
Sum	164591.83
Variance	0.00085618566
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.598486	80	< 0.1%
0.588371	78	< 0.1%
0.561227	67	< 0.1%
0.615155	64	< 0.1%
0.563056	62	< 0.1%
0.601184	52	< 0.1%
0.618897	46	< 0.1%
0.598642	44	< 0.1%
0.606551	43	< 0.1%
0.618887	40	< 0.1%
Other values (102750)	284231	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.089743	1	< 0.1%
0.157152	1	< 0.1%
0.180414	1	< 0.1%
0.183532	1	< 0.1%
0.20111	1	< 0.1%
0.217012	1	< 0.1%
0.239144	1	< 0.1%
0.253166	1	< 0.1%
0.253168	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.918679	1	< 0.1%
0.906421	1	< 0.1%
0.904944	1	< 0.1%
0.88897	1	< 0.1%
0.888044	1	< 0.1%
0.887822	1	< 0.1%
0.885169	1	< 0.1%
0.879708	1	< 0.1%
0.851901	1	< 0.1%

V26
Real number (ℝ)

Distinct	173002
Distinct (%)	60.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.42544835

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.3115376
Q1	0.372036
median	0.416932
Q3	0.4648075
95-th percentile	0.575878
Maximum	1
Range	1
Interquartile range (IQR)	0.0927715

Descriptive statistics

Standard deviation	0.078770847
Coefficient of variation (CV)	0.18514785
Kurtosis	0.91900593
Mean	0.42544835
Median Absolute Deviation (MAD)	0.045811
Skewness	0.57669263
Sum	121170.67
Variance	0.0062048463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.441219	79	< 0.1%
0.360301	78	< 0.1%
0.452684	64	< 0.1%
0.315789	60	< 0.1%
0.461331	54	< 0.1%
0.545651	49	< 0.1%
0.488176	48	< 0.1%
0.395609	46	< 0.1%
0.443478	41	< 0.1%
0.488154	39	< 0.1%
Other values (172992)	284249	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01147	1	< 0.1%
0.059284	1	< 0.1%
0.087553	1	< 0.1%
0.12238	1	< 0.1%
0.135006	1	< 0.1%
0.135738	1	< 0.1%
0.14238	1	< 0.1%
0.142528	1	< 0.1%
0.143358	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.991163	1	< 0.1%
0.983386	1	< 0.1%
0.951458	1	< 0.1%
0.940865	1	< 0.1%
0.935543	1	< 0.1%
0.934979	1	< 0.1%
0.934864	1	< 0.1%
0.934474	1	< 0.1%
0.929776	1	< 0.1%

V27
Real number (ℝ)

Distinct	32842
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41651095

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4088463
Q1	0.415203
median	0.416536
Q3	0.418191
95-th percentile	0.423668
Maximum	1
Range	1
Interquartile range (IQR)	0.002988

Descriptive statistics

Standard deviation	0.0074501361
Coefficient of variation (CV)	0.017887011
Kurtosis	244.98913
Mean	0.41651095
Median Absolute Deviation (MAD)	0.001445
Skewness	-1.1702083
Sum	118625.23
Variance	5.5504527 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.417023	139	< 0.1%
0.415849	129	< 0.1%
0.415989	109	< 0.1%
0.415986	109	< 0.1%
0.415787	103	< 0.1%
0.41525	97	< 0.1%
0.415436	95	< 0.1%
0.416184	87	< 0.1%
0.417108	87	< 0.1%
0.415925	87	< 0.1%
Other values (32832)	283765	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.233867	1	< 0.1%
0.23478	1	< 0.1%
0.235744	1	< 0.1%
0.240335	1	< 0.1%
0.240359	1	< 0.1%
0.243175	1	< 0.1%
0.252631	2	< 0.1%
0.253349	2	< 0.1%
0.255872	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.640817	1	< 0.1%
0.622051	1	< 0.1%
0.610463	1	< 0.1%
0.603591	1	< 0.1%
0.598871	1	< 0.1%
0.586338	1	< 0.1%
0.581387	1	< 0.1%
0.577259	1	< 0.1%
0.568868	1	< 0.1%

V28
Real number (ℝ)

Distinct	27217
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31312386

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.306674
Q1	0.312049
median	0.313352
Q3	0.314712
95-th percentile	0.318321
Maximum	1
Range	1
Interquartile range (IQR)	0.002663

Descriptive statistics

Standard deviation	0.0066984046
Coefficient of variation (CV)	0.021392188
Kurtosis	933.39755
Mean	0.31312386
Median Absolute Deviation (MAD)	0.001322
Skewness	11.192094
Sum	89179.869
Variance	4.4868624 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.313499	176	0.1%
0.313706	159	0.1%
0.311901	153	0.1%
0.313598	132	< 0.1%
0.313364	130	< 0.1%
0.313549	122	< 0.1%
0.313561	117	< 0.1%
0.3136	117	< 0.1%
0.31336	116	< 0.1%
0.31342	115	< 0.1%
Other values (27207)	283470	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.075474	1	< 0.1%
0.117947	1	< 0.1%
0.137455	1	< 0.1%
0.141065	1	< 0.1%
0.141351	1	< 0.1%
0.142174	1	< 0.1%
0.142413	1	< 0.1%
0.143375	1	< 0.1%
0.143918	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.772155	1	< 0.1%
0.640443	1	< 0.1%
0.636639	1	< 0.1%
0.635185	1	< 0.1%
0.635108	1	< 0.1%
0.633138	1	< 0.1%
0.632269	1	< 0.1%
0.630693	1	< 0.1%
0.630359	1	< 0.1%

Amount
Real number (ℝ)

HIGH CORRELATION

Distinct	20820
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0034389313

Minimum	0
Maximum	1
Zeros	2543
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3.6 × 10^-5
Q1	0.000218
median	0.000856
Q3	0.0030035
95-th percentile	0.014207
Maximum	1
Range	1
Interquartile range (IQR)	0.0027855

Descriptive statistics

Standard deviation	0.0097356425
Coefficient of variation (CV)	2.8310082
Kurtosis	845.09497
Mean	0.0034389313
Median Absolute Deviation (MAD)	0.000787
Skewness	16.977755
Sum	979.4317
Variance	9.4782735 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.9 × 10^-5	16003	5.6%
0.000389	7697	2.7%
7.7 × 10^-5	6506	2.3%
3.5 × 10^-5	4974	1.7%
3 × 10^-5	4515	1.6%
0.000584	3283	1.2%
0.000778	3021	1.1%
5 × 10^-5	2894	1.0%
7 × 10^-5	2664	0.9%
0	2543	0.9%
Other values (20810)	230707	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2543	0.9%
1 × 10^-6	88	< 0.1%
2 × 10^-6	58	< 0.1%
3 × 10^-6	21	< 0.1%
4 × 10^-6	59	< 0.1%
5 × 10^-6	244	0.1%
6 × 10^-6	21	< 0.1%
7 × 10^-6	12	< 0.1%
8 × 10^-6	7	< 0.1%
9 × 10^-6	97	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.765109	1	< 0.1%
0.736051	1	< 0.1%
0.502544	1	< 0.1%
0.46312	1	< 0.1%
0.458906	1	< 0.1%
0.397002	1	< 0.1%
0.389239	1	< 0.1%
0.342151	1	< 0.1%
0.342024	1	< 0.1%

class
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0	284315
1	492

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	284807
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	284807	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	284807	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	284807	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	284315	99.8%
1	492	0.2%

Auto

Heatmap
Table

	Amount	V1	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V2	V20	V21	V22	V23	V24	V25	V26	V27	V28	V3	V4	V5	V6	V7	V8	V9	class
Amount	1.000	-0.086	0.055	-0.044	-0.038	-0.005	-0.005	-0.072	-0.106	0.054	0.047	-0.009	-0.502	0.201	0.193	0.079	-0.057	-0.012	0.022	-0.066	-0.127	0.010	-0.000	-0.022	-0.314	0.205	-0.030	0.004	-0.077	0.000
V1	-0.086	1.000	0.232	0.014	0.003	0.048	-0.024	0.030	0.038	-0.058	-0.044	0.031	-0.384	-0.210	-0.062	-0.029	0.145	-0.000	0.049	0.006	-0.105	-0.208	-0.412	0.101	-0.107	-0.087	-0.228	-0.236	0.139	0.146
V10	0.055	0.232	1.000	0.034	-0.164	0.000	0.005	-0.027	-0.055	-0.148	-0.054	0.040	-0.212	-0.087	-0.047	0.042	0.077	-0.008	-0.017	-0.027	-0.020	-0.131	-0.071	0.026	-0.155	0.063	-0.208	-0.121	-0.291	0.551
V11	-0.044	0.014	0.034	1.000	0.197	-0.035	0.151	-0.036	0.069	0.074	0.069	0.010	-0.013	0.042	-0.001	0.001	0.031	-0.005	-0.005	-0.006	-0.026	-0.028	0.056	-0.013	0.011	0.060	0.004	0.053	-0.031	0.614
V12	-0.038	0.003	-0.164	0.197	1.000	0.187	-0.053	-0.069	-0.118	-0.205	-0.066	0.020	0.053	0.014	0.031	-0.014	0.081	-0.002	0.003	0.012	0.029	-0.008	-0.052	0.148	-0.049	0.037	-0.044	0.106	0.103	0.662
V13	-0.005	0.048	0.000	-0.035	0.187	1.000	-0.093	0.014	0.000	-0.017	-0.010	-0.006	0.029	0.101	-0.050	0.007	0.002	0.005	0.003	-0.004	0.004	-0.007	0.007	-0.025	0.020	-0.004	-0.016	-0.145	-0.048	0.008
V14	-0.005	-0.024	0.005	0.151	-0.053	-0.093	1.000	0.019	-0.127	-0.165	-0.027	0.021	0.088	-0.106	0.084	-0.009	0.016	-0.022	0.036	-0.005	-0.091	-0.018	-0.131	0.099	0.035	-0.069	0.058	0.041	-0.031	0.665
V15	-0.072	0.030	-0.027	-0.036	-0.069	0.014	0.019	1.000	0.014	-0.024	0.013	-0.055	0.038	0.095	0.032	0.002	0.032	0.023	0.011	-0.016	0.029	0.039	0.051	0.053	-0.041	-0.046	-0.051	-0.017	-0.004	0.007
V16	-0.106	0.038	-0.055	0.069	-0.118	0.000	-0.127	0.014	1.000	-0.237	0.023	0.017	0.068	0.177	0.092	-0.045	0.045	-0.030	-0.015	0.042	-0.046	-0.010	-0.047	-0.041	-0.008	-0.020	-0.120	0.090	-0.032	0.585
V17	0.054	-0.058	-0.148	0.074	-0.205	-0.017	-0.165	-0.024	-0.237	1.000	-0.158	0.045	-0.002	-0.017	-0.009	0.013	0.037	0.052	0.004	-0.009	0.046	0.065	-0.035	0.049	-0.146	-0.027	-0.147	0.075	-0.069	0.691
V18	0.047	-0.044	-0.054	0.069	-0.066	-0.010	-0.027	0.013	0.023	-0.158	1.000	-0.004	0.011	-0.106	0.026	0.057	-0.109	-0.048	-0.006	-0.027	0.021	0.023	-0.045	0.021	-0.016	0.052	-0.071	0.067	-0.015	0.507
V19	-0.009	0.031	0.040	0.010	0.020	-0.006	0.021	-0.055	0.017	0.045	-0.004	1.000	0.002	0.233	-0.006	-0.012	-0.078	-0.056	0.004	-0.016	-0.019	-0.041	-0.015	-0.018	0.012	0.032	0.001	-0.033	0.003	0.077
V2	-0.502	-0.384	-0.212	-0.013	0.053	0.029	0.088	0.038	0.068	-0.002	0.011	0.002	1.000	0.041	-0.098	-0.056	-0.095	0.013	-0.086	0.034	0.129	0.138	0.074	0.155	0.343	-0.110	0.426	0.007	-0.078	0.258
V20	0.201	-0.210	-0.087	0.042	0.014	0.101	-0.106	0.095	0.177	-0.017	-0.106	0.233	0.041	1.000	0.115	0.034	-0.195	0.041	0.045	0.047	0.104	0.275	0.108	-0.010	0.057	0.053	0.161	0.006	-0.015	0.017
V21	0.193	-0.062	-0.047	-0.001	0.031	-0.050	0.084	0.032	0.092	-0.009	0.026	-0.006	-0.098	0.115	1.000	0.677	-0.250	0.032	0.037	-0.040	-0.027	0.067	-0.040	0.039	-0.040	0.035	-0.022	0.077	-0.066	0.094
V22	0.079	-0.029	0.042	0.001	-0.014	0.007	-0.009	0.002	-0.045	0.013	0.057	-0.012	-0.056	0.034	0.677	1.000	-0.239	0.015	0.029	-0.040	0.073	-0.037	0.004	-0.005	-0.011	0.040	-0.024	0.020	0.002	0.106
V23	-0.057	0.145	0.077	0.031	0.081	0.002	0.016	0.032	0.045	0.037	-0.109	-0.078	-0.095	-0.195	-0.250	-0.239	1.000	0.097	-0.426	-0.002	0.049	-0.069	-0.140	0.010	-0.108	-0.050	-0.186	0.075	0.074	0.018
V24	-0.012	-0.000	-0.008	-0.005	-0.002	0.005	-0.022	0.023	-0.030	0.052	-0.048	-0.056	0.013	0.041	0.032	0.015	0.097	1.000	0.001	0.005	-0.036	0.047	-0.001	-0.009	-0.023	-0.135	-0.013	-0.025	-0.002	0.009
V25	0.022	0.049	-0.017	-0.005	0.003	0.003	0.036	0.011	-0.015	0.004	-0.006	0.004	-0.086	0.045	0.037	0.029	-0.426	0.001	1.000	-0.053	-0.092	-0.052	0.032	0.061	-0.016	-0.011	-0.046	-0.074	-0.023	0.022
V26	-0.066	0.006	-0.027	-0.006	0.012	-0.004	-0.005	-0.016	0.042	-0.009	-0.027	-0.016	0.034	0.047	-0.040	-0.040	-0.002	0.005	-0.053	1.000	-0.163	-0.022	-0.017	-0.064	0.030	-0.024	0.017	-0.008	0.027	0.002
V27	-0.127	-0.105	-0.020	-0.026	0.029	0.004	-0.091	0.029	-0.046	0.046	0.021	-0.019	0.129	0.104	-0.027	0.073	0.049	-0.036	-0.092	-0.163	1.000	0.458	0.141	-0.034	0.013	0.074	-0.094	0.190	-0.002	0.041
V28	0.010	-0.208	-0.131	-0.028	-0.008	-0.007	-0.018	0.039	-0.010	0.065	0.023	-0.041	0.138	0.275	0.067	-0.037	-0.069	0.047	-0.052	-0.022	0.458	1.000	0.180	0.005	-0.028	0.020	0.056	0.090	-0.104	0.031
V3	-0.000	-0.412	-0.071	0.056	-0.052	0.007	-0.131	0.051	-0.047	-0.035	-0.045	-0.015	0.074	0.108	-0.040	0.004	-0.140	-0.001	0.032	-0.017	0.141	0.180	1.000	0.061	-0.224	0.171	-0.075	0.164	-0.031	0.354
V4	-0.022	0.101	0.026	-0.013	0.148	-0.025	0.099	0.053	-0.041	0.049	0.021	-0.018	0.155	-0.010	0.039	-0.005	0.010	-0.009	0.061	-0.064	-0.034	0.005	0.061	1.000	0.021	0.075	0.060	-0.010	0.105	0.373
V5	-0.314	-0.107	-0.155	0.011	-0.049	0.020	0.035	-0.041	-0.008	-0.146	-0.016	0.012	0.343	0.057	-0.040	-0.011	-0.108	-0.023	-0.016	0.030	0.013	-0.028	-0.224	0.021	1.000	-0.008	0.432	-0.057	-0.057	0.192
V6	0.205	-0.087	0.063	0.060	0.037	-0.004	-0.069	-0.046	-0.020	-0.027	0.052	0.032	-0.110	0.053	0.035	0.040	-0.050	-0.135	-0.011	-0.024	0.074	0.020	0.171	0.075	-0.008	1.000	-0.293	0.444	0.029	0.000
V7	-0.030	-0.228	-0.208	0.004	-0.044	-0.016	0.058	-0.051	-0.120	-0.147	-0.071	0.001	0.426	0.161	-0.022	-0.024	-0.186	-0.013	-0.046	0.017	-0.094	0.056	-0.075	0.060	0.432	-0.293	1.000	-0.389	-0.100	0.305
V8	0.004	-0.236	-0.121	0.053	0.106	-0.145	0.041	-0.017	0.090	0.075	0.067	-0.033	0.007	0.006	0.077	0.020	0.075	-0.025	-0.074	-0.008	0.190	0.090	0.164	-0.010	-0.057	0.444	-0.389	1.000	-0.003	0.196
V9	-0.077	0.139	-0.291	-0.031	0.103	-0.048	-0.031	-0.004	-0.032	-0.069	-0.015	0.003	-0.078	-0.015	-0.066	0.002	0.074	-0.002	-0.023	0.027	-0.002	-0.104	-0.031	0.105	-0.057	0.029	-0.100	-0.003	1.000	0.388
class	0.000	0.146	0.551	0.614	0.662	0.008	0.665	0.007	0.585	0.691	0.507	0.077	0.258	0.017	0.094	0.106	0.018	0.009	0.022	0.002	0.041	0.031	0.354	0.373	0.192	0.000	0.305	0.196	0.388	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	0.935192	0.766490	0.881365	0.313023	0.763439	0.267669	0.266815	0.786444	0.475312	0.510600	0.252484	0.680908	0.371591	0.635591	0.446084	0.434392	0.737173	0.655066	0.594863	0.582942	0.561184	0.522992	0.663793	0.391253	0.585122	0.394557	0.418976	0.312697	0.005824
1	0.978542	0.770067	0.840298	0.271796	0.766120	0.262192	0.264875	0.786298	0.453981	0.505267	0.381188	0.744342	0.486190	0.641219	0.383840	0.464105	0.727794	0.640681	0.551930	0.579530	0.557840	0.480237	0.666938	0.336440	0.587290	0.446013	0.416345	0.313423	0.000105
2	0.935217	0.753118	0.868141	0.268766	0.762329	0.281122	0.270177	0.788042	0.410603	0.513018	0.322422	0.706683	0.503854	0.640473	0.511697	0.357443	0.763381	0.644945	0.386683	0.585855	0.565477	0.546030	0.678939	0.289354	0.559515	0.402727	0.415489	0.311911	0.014739
3	0.941878	0.765304	0.868484	0.213661	0.765647	0.275559	0.266803	0.789434	0.414999	0.507585	0.271817	0.710910	0.487635	0.636372	0.289124	0.415653	0.711253	0.788492	0.467058	0.578050	0.559734	0.510277	0.662607	0.223826	0.614245	0.389197	0.417669	0.314371	0.004807
4	0.938617	0.776520	0.864251	0.269796	0.762975	0.263984	0.268968	0.782484	0.490950	0.524303	0.236355	0.724477	0.552509	0.608406	0.349419	0.434995	0.724243	0.650665	0.626060	0.584615	0.561327	0.547271	0.663392	0.401270	0.566343	0.507497	0.420561	0.317490	0.002724
5	0.951057	0.777393	0.857187	0.244472	0.768550	0.262721	0.268257	0.788178	0.443190	0.501038	0.365045	0.717757	0.420612	0.641442	0.375023	0.462127	0.729441	0.658014	0.560723	0.581170	0.558122	0.483915	0.665042	0.332185	0.564839	0.442749	0.421196	0.314769	0.000143
6	0.979184	0.768746	0.838200	0.305241	0.767008	0.265762	0.265324	0.786257	0.478797	0.506668	0.201028	0.698395	0.390194	0.651681	0.340076	0.435245	0.731212	0.611202	0.559756	0.577927	0.558776	0.497402	0.663145	0.277122	0.620014	0.383429	0.417148	0.313229	0.000194
7	0.947348	0.782220	0.856031	0.230111	0.772104	0.267324	0.272183	0.744539	0.483978	0.534571	0.248448	0.715178	0.584409	0.601540	0.387620	0.446931	0.695620	0.628655	0.588656	0.578596	0.592809	0.462660	0.666288	0.294686	0.554597	0.417014	0.394234	0.291099	0.001588
8	0.943101	0.770278	0.835452	0.239894	0.783688	0.300439	0.267610	0.794515	0.449275	0.500230	0.243355	0.700030	0.426173	0.648553	0.311748	0.442671	0.716608	0.661460	0.607853	0.580827	0.560296	0.497525	0.662401	0.518546	0.598855	0.362697	0.416728	0.316014	0.003628
9	0.952547	0.779072	0.855511	0.242081	0.769078	0.260539	0.269325	0.786131	0.437401	0.501132	0.345799	0.735716	0.526267	0.631140	0.347557	0.472868	0.715411	0.686076	0.598594	0.582434	0.557499	0.480466	0.663640	0.330349	0.573992	0.440836	0.421056	0.314810	0.000143

	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
284797	0.954184	0.774774	0.844342	0.231388	0.767362	0.249510	0.271017	0.783173	0.466439	0.502831	0.248834	0.701680	0.391593	0.654054	0.314352	0.441545	0.726049	0.592000	0.540630	0.578780	0.557790	0.486035	0.669586	0.432286	0.546515	0.443930	0.418938	0.314773	0.000214
284798	0.962023	0.776557	0.826395	0.294527	0.764687	0.252822	0.267958	0.786687	0.452939	0.506412	0.219324	0.687110	0.367290	0.683801	0.429289	0.403815	0.758423	0.653129	0.789386	0.580336	0.563091	0.525758	0.669173	0.390008	0.493238	0.448974	0.419856	0.317492	0.000936
284799	0.928136	0.767214	0.858031	0.266607	0.773768	0.318518	0.256107	0.807706	0.502723	0.496427	0.210117	0.721289	0.429510	0.617180	0.279022	0.428851	0.744123	0.680027	0.625174	0.583973	0.563145	0.540580	0.660252	0.482666	0.617454	0.404609	0.424898	0.315768	0.003114
284800	0.992943	0.765409	0.816674	0.262329	0.765658	0.255715	0.265459	0.784117	0.477779	0.514262	0.316405	0.725263	0.383723	0.667109	0.295847	0.456519	0.713544	0.642078	0.607178	0.577530	0.557158	0.476573	0.669858	0.333755	0.560191	0.458300	0.415019	0.311600	0.000104
284801	0.960338	0.777082	0.827952	0.218901	0.773326	0.260647	0.270307	0.786620	0.455750	0.495120	0.323631	0.711388	0.406041	0.621451	0.275921	0.468421	0.733176	0.678953	0.573381	0.580273	0.556414	0.472314	0.666181	0.396086	0.553440	0.445716	0.420534	0.314520	0.000105
284802	0.756448	0.873531	0.666991	0.160317	0.729603	0.236810	0.235393	0.863749	0.528729	0.598850	0.190550	0.806406	0.394978	0.801627	0.267218	0.484577	0.789000	0.688412	0.509985	0.595979	0.564920	0.515249	0.680500	0.313600	0.658558	0.466291	0.433929	0.329840	0.000030
284803	0.945845	0.766677	0.872678	0.219189	0.771561	0.273661	0.265504	0.788548	0.482925	0.488530	0.276355	0.738709	0.542361	0.623352	0.423414	0.426717	0.730383	0.569303	0.442620	0.580900	0.564933	0.553154	0.665619	0.245298	0.543855	0.360884	0.417775	0.312038	0.000965
284804	0.990905	0.764080	0.781102	0.227202	0.783425	0.293496	0.263547	0.792985	0.477677	0.498692	0.309763	0.706572	0.434111	0.628885	0.435700	0.453827	0.740239	0.680504	0.518236	0.580280	0.565220	0.537005	0.664877	0.468492	0.592823	0.411176	0.416593	0.312585	0.002642
284805	0.954209	0.772856	0.849587	0.282508	0.763172	0.269291	0.261175	0.792671	0.476287	0.500464	0.170288	0.667901	0.367667	0.661171	0.483042	0.429998	0.745946	0.729908	0.789612	0.581622	0.565755	0.547353	0.663008	0.398836	0.545958	0.514746	0.418520	0.315245	0.000389
284806	0.949232	0.765256	0.849601	0.229488	0.765632	0.256488	0.274963	0.780938	0.479528	0.489782	0.223414	0.703005	0.433771	0.643218	0.339417	0.439728	0.711942	0.664807	0.543314	0.584343	0.565688	0.540031	0.671029	0.383420	0.551319	0.291786	0.416466	0.313401	0.008446

Most frequently occurring

	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	# duplicates
2225	0.979456	0.769020	0.845875	0.280093	0.761928	0.252854	0.265447	0.783667	0.468649	0.507800	0.264071	0.701424	0.408253	0.659737	0.420365	0.460243	0.720244	0.623100	0.554249	0.578859	0.557247	0.471952	0.667517	0.430451	0.588371	0.441219	0.415849	0.313499	0.000350	77
4207	0.993219	0.763812	0.789725	0.214591	0.782298	0.294930	0.262723	0.793191	0.483745	0.507166	0.289062	0.717405	0.437398	0.669286	0.431662	0.437523	0.713639	0.649672	0.537499	0.578345	0.565828	0.549433	0.665741	0.480091	0.598486	0.360301	0.417023	0.311901	0.000039	77
4143	0.993177	0.768205	0.808270	0.272065	0.767725	0.253433	0.266282	0.783164	0.483013	0.501231	0.250225	0.697608	0.400251	0.622399	0.356658	0.459487	0.747092	0.635562	0.564584	0.578270	0.555657	0.464115	0.670694	0.465874	0.561227	0.452684	0.415250	0.312523	0.000350	62
2670	0.980420	0.760859	0.825596	0.167501	0.774647	0.297569	0.258379	0.795674	0.520353	0.487558	0.273902	0.727976	0.450801	0.644997	0.444473	0.445478	0.712203	0.695794	0.635752	0.580327	0.560444	0.506272	0.664350	0.519428	0.615155	0.315789	0.418298	0.313706	0.000039	60
3915	0.992954	0.765708	0.786192	0.226292	0.783282	0.294616	0.262816	0.793800	0.475178	0.501458	0.304889	0.711109	0.427205	0.625965	0.379978	0.455034	0.744899	0.618983	0.552374	0.578980	0.555800	0.463524	0.670832	0.463734	0.563056	0.461331	0.415787	0.312256	0.000077	53
4687	0.993718	0.771406	0.759293	0.238110	0.789346	0.287685	0.266699	0.791214	0.459320	0.487647	0.333277	0.691734	0.407195	0.572705	0.365387	0.456732	0.792874	0.681184	0.528882	0.579339	0.560396	0.506642	0.664890	0.453610	0.601184	0.545651	0.415436	0.312583	0.000030	48
2791	0.980937	0.771365	0.799887	0.238327	0.783498	0.291252	0.264310	0.792716	0.452516	0.495230	0.310143	0.692040	0.437225	0.607234	0.422868	0.477279	0.746730	0.702321	0.563844	0.580836	0.558136	0.477730	0.663672	0.502361	0.618897	0.488176	0.415986	0.313857	0.000030	45
917	0.975595	0.778197	0.808132	0.310244	0.777150	0.268336	0.267376	0.789296	0.438260	0.476233	0.491217	0.724485	0.419064	0.543653	0.446139	0.448406	0.837608	0.646057	0.399483	0.578481	0.560831	0.514517	0.664059	0.200907	0.606551	0.395609	0.418487	0.314581	0.000035	40
2796	0.980975	0.770756	0.801756	0.236585	0.783107	0.291715	0.264213	0.792735	0.452907	0.497634	0.305079	0.694080	0.438453	0.616858	0.420693	0.474364	0.740324	0.693723	0.567169	0.580747	0.558387	0.479703	0.663740	0.505656	0.618887	0.488154	0.415922	0.313730	0.000030	39
691	0.953154	0.771980	0.828823	0.109421	0.783927	0.290794	0.268973	0.791354	0.486815	0.486167	0.278680	0.706554	0.429873	0.653307	0.416269	0.441235	0.699979	0.686656	0.584502	0.581927	0.561598	0.521735	0.660509	0.518325	0.591026	0.290773	0.420965	0.312711	0.000039	36

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring